{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div align=center>\n",
    "<img src=https://github.com/datoujinggzj/WhaleDataScienceProject/blob/master/pic/project_logo.jpg?raw=true width='800' />\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "今天分享一期关于【缺失值可视化诊断】的包==> missingno。\n",
    "\n",
    "大家好，我是知识渊博、爱好小酌、嗓音独特，还挺幽默的鲸鲸！\n",
    "\n",
    "今天继续分享【Data Preparation】的重要环节：缺失值处理。\n",
    "\n",
    "那么在诊断数据缺失值时，一定要搞清楚为什么会存在缺失值，这将极大影响我们接下来如何处理缺失值！\n",
    "\n",
    "先介绍一下「缺失类型」\n",
    "\n",
    "1. MCAR (Missing completely at Random)\n",
    "2. MAR (Missing at Random)\n",
    "3. MNAR (Missing not at Random)\n",
    "\n",
    "MCAR 的意思是“缺失与任何值之间没有关系”。因此，在这种情况下，可以删除缺失值。为此，可以删除列缺失值；最小化丢失数据或删除行缺失值。\n",
    "\n",
    "MAR 的意思是“缺失与其他观察到的数据之间存在系统关系，但与缺失数据无关”。\n",
    "\n",
    "最后，MNAR 的意思是“缺失与它的值之间存在关系，缺失或非缺失”。\n",
    "\n",
    "---\n",
    "\n",
    "\n",
    "那么如何判断以上的情况呢？我强烈建议大家使用Python的【missingno】包。\n",
    "\n",
    "\n",
    "今天为大家就介绍一下这个包的安装和基本使用！\n",
    "\n",
    "👉安装：打开你的Anaconda Prompt，输入`pip install missingno`即可。\n",
    "\n",
    "👉引入：`import missingno as msno`\n",
    "\n",
    "\n",
    "（点击下面跳转）\n",
    "\n",
    "1.  [读取数据](#读取数据)\n",
    "2.  [缺失矩阵（matrix）](#缺失矩阵（matrix）)\n",
    "3.  [缺失柱形图（bar）](#缺失柱形图（bar）)\n",
    "3.  [缺失热力图（heatmap）](#缺失热力图（heatmap）)\n",
    "4.  [缺失树状图（dendrogram）](#缺失树状图（dendrogram）)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "url = 'https://raw.githubusercontent.com/ResidentMario/missingno-data/master/nyc_collision_factors.csv'\n",
    "collisions = pd.read_csv(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DATE</th>\n",
       "      <th>TIME</th>\n",
       "      <th>BOROUGH</th>\n",
       "      <th>ZIP CODE</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>ON STREET NAME</th>\n",
       "      <th>CROSS STREET NAME</th>\n",
       "      <th>OFF STREET NAME</th>\n",
       "      <th>...</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 1</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 2</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 3</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 4</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 5</th>\n",
       "      <th>VEHICLE TYPE CODE 1</th>\n",
       "      <th>VEHICLE TYPE CODE 2</th>\n",
       "      <th>VEHICLE TYPE CODE 3</th>\n",
       "      <th>VEHICLE TYPE CODE 4</th>\n",
       "      <th>VEHICLE TYPE CODE 5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11/10/2016</td>\n",
       "      <td>16:11:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11208.0</td>\n",
       "      <td>40.662514</td>\n",
       "      <td>-73.872007</td>\n",
       "      <td>(40.6625139, -73.8720068)</td>\n",
       "      <td>WORTMAN AVENUE</td>\n",
       "      <td>MONTAUK AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TAXI</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11/10/2016</td>\n",
       "      <td>05:11:00</td>\n",
       "      <td>MANHATTAN</td>\n",
       "      <td>10013.0</td>\n",
       "      <td>40.721323</td>\n",
       "      <td>-74.008344</td>\n",
       "      <td>(40.7213228, -74.0083444)</td>\n",
       "      <td>HUBERT STREET</td>\n",
       "      <td>HUDSON STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>04/16/2016</td>\n",
       "      <td>09:15:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11201.0</td>\n",
       "      <td>40.687999</td>\n",
       "      <td>-73.997563</td>\n",
       "      <td>(40.6879989, -73.9975625)</td>\n",
       "      <td>HENRY STREET</td>\n",
       "      <td>WARREN STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Lost Consciousness</td>\n",
       "      <td>Lost Consciousness</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>VAN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>04/15/2016</td>\n",
       "      <td>10:20:00</td>\n",
       "      <td>QUEENS</td>\n",
       "      <td>11375.0</td>\n",
       "      <td>40.719228</td>\n",
       "      <td>-73.854542</td>\n",
       "      <td>(40.7192276, -73.8545422)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67-64 FLEET STREET</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>04/15/2016</td>\n",
       "      <td>10:35:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11210.0</td>\n",
       "      <td>40.632147</td>\n",
       "      <td>-73.952731</td>\n",
       "      <td>(40.6321467, -73.9527315)</td>\n",
       "      <td>BEDFORD AVENUE</td>\n",
       "      <td>CAMPUS ROAD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7298</th>\n",
       "      <td>01/07/2016</td>\n",
       "      <td>21:30:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11235.0</td>\n",
       "      <td>40.584305</td>\n",
       "      <td>-73.959113</td>\n",
       "      <td>(40.5843046, -73.9591125)</td>\n",
       "      <td>EAST 11 STREET</td>\n",
       "      <td>BLAKE COURT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Lost Consciousness</td>\n",
       "      <td>Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SPORT UTILITY / STATION WAGON</td>\n",
       "      <td>SPORT UTILITY / STATION WAGON</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7299</th>\n",
       "      <td>01/06/2016</td>\n",
       "      <td>12:50:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11220.0</td>\n",
       "      <td>40.638583</td>\n",
       "      <td>-74.020772</td>\n",
       "      <td>(40.6385828, -74.0207721)</td>\n",
       "      <td>4 AVENUE</td>\n",
       "      <td>64 STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>SPORT UTILITY / STATION WAGON</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7300</th>\n",
       "      <td>01/04/2016</td>\n",
       "      <td>17:45:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11235.0</td>\n",
       "      <td>40.581744</td>\n",
       "      <td>-73.953836</td>\n",
       "      <td>(40.5817444, -73.9538363)</td>\n",
       "      <td>SHORE BOULEVARD</td>\n",
       "      <td>CASS PLACE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7301</th>\n",
       "      <td>01/02/2016</td>\n",
       "      <td>17:20:00</td>\n",
       "      <td>MANHATTAN</td>\n",
       "      <td>10016.0</td>\n",
       "      <td>40.750960</td>\n",
       "      <td>-73.982723</td>\n",
       "      <td>(40.7509597, -73.9827227)</td>\n",
       "      <td>WEST 38 STREET</td>\n",
       "      <td>5 AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Lost Consciousness</td>\n",
       "      <td>Lost Consciousness</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>TAXI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7302</th>\n",
       "      <td>01/02/2016</td>\n",
       "      <td>20:00:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11213.0</td>\n",
       "      <td>40.663604</td>\n",
       "      <td>-73.934391</td>\n",
       "      <td>(40.6636039, -73.9343912)</td>\n",
       "      <td>SCHENECTADY AVENUE</td>\n",
       "      <td>EMPIRE BOULEVARD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Lost Consciousness</td>\n",
       "      <td>Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SPORT UTILITY / STATION WAGON</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            DATE      TIME    BOROUGH  ZIP CODE   LATITUDE  LONGITUDE  \\\n",
       "0     11/10/2016  16:11:00   BROOKLYN   11208.0  40.662514 -73.872007   \n",
       "1     11/10/2016  05:11:00  MANHATTAN   10013.0  40.721323 -74.008344   \n",
       "2     04/16/2016  09:15:00   BROOKLYN   11201.0  40.687999 -73.997563   \n",
       "3     04/15/2016  10:20:00     QUEENS   11375.0  40.719228 -73.854542   \n",
       "4     04/15/2016  10:35:00   BROOKLYN   11210.0  40.632147 -73.952731   \n",
       "7298  01/07/2016  21:30:00   BROOKLYN   11235.0  40.584305 -73.959113   \n",
       "7299  01/06/2016  12:50:00   BROOKLYN   11220.0  40.638583 -74.020772   \n",
       "7300  01/04/2016  17:45:00   BROOKLYN   11235.0  40.581744 -73.953836   \n",
       "7301  01/02/2016  17:20:00  MANHATTAN   10016.0  40.750960 -73.982723   \n",
       "7302  01/02/2016  20:00:00   BROOKLYN   11213.0  40.663604 -73.934391   \n",
       "\n",
       "                       LOCATION      ON STREET NAME CROSS STREET NAME  \\\n",
       "0     (40.6625139, -73.8720068)      WORTMAN AVENUE    MONTAUK AVENUE   \n",
       "1     (40.7213228, -74.0083444)       HUBERT STREET     HUDSON STREET   \n",
       "2     (40.6879989, -73.9975625)        HENRY STREET     WARREN STREET   \n",
       "3     (40.7192276, -73.8545422)                 NaN               NaN   \n",
       "4     (40.6321467, -73.9527315)      BEDFORD AVENUE       CAMPUS ROAD   \n",
       "7298  (40.5843046, -73.9591125)      EAST 11 STREET       BLAKE COURT   \n",
       "7299  (40.6385828, -74.0207721)            4 AVENUE         64 STREET   \n",
       "7300  (40.5817444, -73.9538363)     SHORE BOULEVARD        CASS PLACE   \n",
       "7301  (40.7509597, -73.9827227)      WEST 38 STREET          5 AVENUE   \n",
       "7302  (40.6636039, -73.9343912)  SCHENECTADY AVENUE  EMPIRE BOULEVARD   \n",
       "\n",
       "         OFF STREET NAME  ...  CONTRIBUTING FACTOR VEHICLE 1  \\\n",
       "0                    NaN  ...  Failure to Yield Right-of-Way   \n",
       "1                    NaN  ...  Failure to Yield Right-of-Way   \n",
       "2                    NaN  ...             Lost Consciousness   \n",
       "3     67-64 FLEET STREET  ...  Failure to Yield Right-of-Way   \n",
       "4                    NaN  ...  Failure to Yield Right-of-Way   \n",
       "7298                 NaN  ...             Lost Consciousness   \n",
       "7299                 NaN  ...  Failure to Yield Right-of-Way   \n",
       "7300                 NaN  ...  Failure to Yield Right-of-Way   \n",
       "7301                 NaN  ...             Lost Consciousness   \n",
       "7302                 NaN  ...             Lost Consciousness   \n",
       "\n",
       "      CONTRIBUTING FACTOR VEHICLE 2  CONTRIBUTING FACTOR VEHICLE 3  \\\n",
       "0                       Unspecified                            NaN   \n",
       "1                               NaN                            NaN   \n",
       "2                Lost Consciousness                            NaN   \n",
       "3     Failure to Yield Right-of-Way  Failure to Yield Right-of-Way   \n",
       "4     Failure to Yield Right-of-Way                            NaN   \n",
       "7298                    Unspecified                            NaN   \n",
       "7299                    Unspecified                            NaN   \n",
       "7300                    Unspecified                            NaN   \n",
       "7301             Lost Consciousness                            NaN   \n",
       "7302                    Unspecified                            NaN   \n",
       "\n",
       "      CONTRIBUTING FACTOR VEHICLE 4  CONTRIBUTING FACTOR VEHICLE 5  \\\n",
       "0                               NaN                            NaN   \n",
       "1                               NaN                            NaN   \n",
       "2                               NaN                            NaN   \n",
       "3                               NaN                            NaN   \n",
       "4                               NaN                            NaN   \n",
       "7298                            NaN                            NaN   \n",
       "7299                            NaN                            NaN   \n",
       "7300                            NaN                            NaN   \n",
       "7301                            NaN                            NaN   \n",
       "7302                            NaN                            NaN   \n",
       "\n",
       "                VEHICLE TYPE CODE 1            VEHICLE TYPE CODE 2  \\\n",
       "0                              TAXI              PASSENGER VEHICLE   \n",
       "1                 PASSENGER VEHICLE                            NaN   \n",
       "2                 PASSENGER VEHICLE                            VAN   \n",
       "3                 PASSENGER VEHICLE              PASSENGER VEHICLE   \n",
       "4                 PASSENGER VEHICLE              PASSENGER VEHICLE   \n",
       "7298  SPORT UTILITY / STATION WAGON  SPORT UTILITY / STATION WAGON   \n",
       "7299              PASSENGER VEHICLE  SPORT UTILITY / STATION WAGON   \n",
       "7300              PASSENGER VEHICLE              PASSENGER VEHICLE   \n",
       "7301              PASSENGER VEHICLE                           TAXI   \n",
       "7302  SPORT UTILITY / STATION WAGON              PASSENGER VEHICLE   \n",
       "\n",
       "     VEHICLE TYPE CODE 3 VEHICLE TYPE CODE 4 VEHICLE TYPE CODE 5  \n",
       "0                    NaN                 NaN                 NaN  \n",
       "1                    NaN                 NaN                 NaN  \n",
       "2                    NaN                 NaN                 NaN  \n",
       "3      PASSENGER VEHICLE                 NaN                 NaN  \n",
       "4                    NaN                 NaN                 NaN  \n",
       "7298                 NaN                 NaN                 NaN  \n",
       "7299                 NaN                 NaN                 NaN  \n",
       "7300                 NaN                 NaN                 NaN  \n",
       "7301                 NaN                 NaN                 NaN  \n",
       "7302                 NaN                 NaN                 NaN  \n",
       "\n",
       "[10 rows x 26 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collisions.head().append(collisions.tail())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "传统上，我们会用`.isnull().sum()`的形式去了解数据的缺失值情况，但是缺点是不够直观和美观，也不能了解缺失值在数据中具体的分布，以及列与列之间的缺失值分布是否有联系。\n",
    "\n",
    "那么，missingno帮我们解决了这个问题。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DATE                             0.00\n",
       "TIME                             0.00\n",
       "BOROUGH                          0.05\n",
       "ZIP CODE                         0.05\n",
       "LATITUDE                         0.00\n",
       "LONGITUDE                        0.00\n",
       "LOCATION                         0.00\n",
       "ON STREET NAME                   0.15\n",
       "CROSS STREET NAME                0.16\n",
       "OFF STREET NAME                  0.90\n",
       "NUMBER OF PERSONS INJURED        0.00\n",
       "NUMBER OF PERSONS KILLED         0.00\n",
       "NUMBER OF PEDESTRIANS INJURED    0.00\n",
       "NUMBER OF PEDESTRIANS KILLED     0.00\n",
       "NUMBER OF CYCLISTS INJURED       1.00\n",
       "NUMBER OF CYCLISTS KILLED        1.00\n",
       "CONTRIBUTING FACTOR VEHICLE 1    0.00\n",
       "CONTRIBUTING FACTOR VEHICLE 2    0.15\n",
       "CONTRIBUTING FACTOR VEHICLE 3    0.96\n",
       "CONTRIBUTING FACTOR VEHICLE 4    0.99\n",
       "CONTRIBUTING FACTOR VEHICLE 5    1.00\n",
       "VEHICLE TYPE CODE 1              0.01\n",
       "VEHICLE TYPE CODE 2              0.21\n",
       "VEHICLE TYPE CODE 3              0.96\n",
       "VEHICLE TYPE CODE 4              0.99\n",
       "VEHICLE TYPE CODE 5              1.00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(collisions.isnull().sum()/collisions.shape[0],2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 缺失矩阵（matrix）\n",
    "\n",
    "缺失矩阵是通过密集显示数据（黑色是正常数据，白色为缺失部分）可快速直观地挑选出数据的缺失值，明确缺失值的分布情况（frequency distribution）。\n",
    "\n",
    "在这里，明显看出白色较多表示缺失值数量较大，右侧表示了缺失值的频数分布，比如集中出现在哪里，变量之间缺失值的出现位置是否相关。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import missingno as msno\n",
    "%matplotlib inline\n",
    "msno.matrix(collisions.sample(250))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 缺失柱形图（bar）\n",
    "\n",
    "缺失柱形图是通过一个更简单易懂的方式向我们展示每一列的缺失值具体数值以及百分比，传统上我们是用图3的方法来计算的，不够美观也不够直观。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.bar(collisions.sample(1000))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 缺失热力图（heatmap）\n",
    "\n",
    "缺失热力图经常绘制协方差矩阵来描述变量直接的相关系数，从而判断每对变量的相关性，那么我们是否能映射到【缺失值】的相关性上，`msno.heatmap`就帮助我们实现了这个想法，其表现了一个变量的存在与否（缺失情况）对另一个变量的存在（缺失情况）有多大影响！\n",
    "\n",
    "似乎使用OFF STREET NAME 提交的报告不太可能具有完整的地理数据（-0.8表示OFF STREET NAME的存在反而导致对应的两个变量缺失）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.heatmap(collisions)\n",
    "# how strongly the presence or absence of one variable affects the presence of another"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 缺失树状图（dendrogram）\n",
    "\n",
    "缺失树状图更全面地关联变量，比相关热图中可见的成对趋势会更深层次！大家如果了解【层次聚类 hierarchical clustering】，应该对这个图不陌生，我们先把每个变量当成一个簇，然后计算两两之间的【相似度】，然后和并形成一个新簇，再继续迭代直到最后形成一个簇，像是倒过来的树形图。那么这里【相似度】我们就理解为【缺失值相关度】。\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.dendrogram(collisions)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
